Basic Statistics

Raw Counts

Name Value
Rows 341,424
Columns 24
Discrete columns 19
Continuous columns 5
All missing columns 0
Missing observations 4,878
Complete Rows 336,546
Total observations 8,194,176
Memory allocation 118.9 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (by frequency)

## 5 columns ignored with more than 50 categories.
## reservation_id: 341424 categories
## booking_date: 1621 categories
## checkin_date: 1532 categories
## checkout_date: 1531 categories
## memberid: 101327 categories

Bar Chart (by amount_spent_per_room_night_scaled)

## 5 columns ignored with more than 50 categories.
## reservation_id: 341424 categories
## booking_date: 1621 categories
## checkin_date: 1532 categories
## checkout_date: 1531 categories
## memberid: 101327 categories

QQ Plot

QQ Plot (by amount_spent_per_room_night_scaled)

Correlation Analysis

## 8 features with more than 20 categories ignored!
## reservation_id: 336546 categories
## booking_date: 1621 categories
## checkin_date: 1532 categories
## checkout_date: 1531 categories
## numberofadults: 28 categories
## state_code_residence: 37 categories
## memberid: 99547 categories
## resort_id: 32 categories

Principal Component Analysis

## 5 features with more than 50 categories ignored!
## reservation_id: 336546 categories
## booking_date: 1621 categories
## checkin_date: 1532 categories
## checkout_date: 1531 categories
## memberid: 99547 categories

Bivariate Distribution

Boxplot (by amount_spent_per_room_night_scaled)

Scatterplot (by amount_spent_per_room_night_scaled)